{"id":"W4417056802","doi":"10.3390/metabo15120783","title":"Untargeted Metabolomics Reveals Distinct Soil Metabolic Profiles Across Land Management Practices","year":2025,"lang":"en","type":"article","venue":"Metabolites","topic":"Metabolomics and Mass Spectrometry Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"IONICS Mass Spectrometry (Canada)","funders":"Biological and Environmental Research; Office of Science; U.S. Department of Energy","keywords":"Metabolomics; Soil water; Metabolome; Pasture; Soil microbiology; Metabolic pathway; Soil organic matter; Soil test; Soil classification","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009876091,0.0004796309,0.0007545655,0.0001918715,0.0003886143,0.0001729594,0.0004707291,0.0001805202,0.00005119849],"category_scores_gemma":[0.0007132504,0.0004050045,0.0002831302,0.0006760042,0.0001859854,0.00002209595,0.0006981615,0.0001973019,0.00003093445],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001400518,"about_ca_system_score_gemma":0.00005891374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008793428,"about_ca_topic_score_gemma":0.0001123461,"domain_scores_codex":[0.9972203,0.0002240004,0.0005991035,0.0009066756,0.000273636,0.0007763037],"domain_scores_gemma":[0.9982276,0.00006944513,0.0005046563,0.0008721983,0.0002084966,0.0001176299],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005933668,0.0006951169,0.2206352,0.0004664795,0.005926481,0.00002855002,0.000232264,0.00005350696,0.6696001,0.07434408,0.01305109,0.0143737],"study_design_scores_gemma":[0.001117813,0.00004616101,0.1059389,0.00001849057,0.0005698614,0.000007019388,0.0003548226,0.00002555663,0.2445247,0.001887292,0.6450412,0.0004680799],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.913483,0.07425536,0.0008602462,0.0005985148,0.0007920805,0.0006005614,0.0002482312,0.00006937868,0.009092635],"genre_scores_gemma":[0.9613012,0.0150182,0.007590991,0.0006907712,0.0004506352,0.0001901148,0.0003424048,0.00005263263,0.01436303],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6319902,"threshold_uncertainty_score":0.9998402,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01212991479704912,"score_gpt":0.3009395860700879,"score_spread":0.2888096712730388,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}